From 5d7dfa5d874439d320a247959c2e27dbd59ff88e Mon Sep 17 00:00:00 2001 From: Christoph Weniger Date: Thu, 18 Feb 2021 14:18:09 +0100 Subject: [PATCH] Update notebook examples --- notebooks/Development - External Sim.ipynb | 326 +++------------------ 1 file changed, 36 insertions(+), 290 deletions(-) diff --git a/notebooks/Development - External Sim.ipynb b/notebooks/Development - External Sim.ipynb index 9ff615ce..658109f8 100644 --- a/notebooks/Development - External Sim.ipynb +++ b/notebooks/Development - External Sim.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,28 +12,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "import logging\n", - "logging.basicConfig(level=logging.DEBUG, format='%(message)s')" - ] + "source": [] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "import swyft\n", @@ -43,16 +31,17 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "import simulators" + "import simulators\n", + "import heads" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -61,228 +50,21 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "prior = simulators.prior_FermiV1\n", - "model = simulators.model_FermiV1" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "def noise(obs, params = None):\n", - " data = {k: np.log(v + np.random.randn(*v.shape)*0) for k, v in obs.items()}\n", - " return data" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "par0 = dict(ox=5., oy=5., a=1.5, p1=0.4, p2=1.1)\n", - "obs0 = noise(model(par0))" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "locator: \n", - "Using auto colorbar locator on colorbar\n", - "Setting pcolormesh\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(obs0['mu'])\n", - "plt.colorbar()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Registering new swyft.Module with tag `Head_FermiV1`\n" - ] - } - ], - "source": [ - "# Convolutional network as HEAD of inference network\n", - "\n", - "class Head_FermiV1(swyft.Module):\n", - " def __init__(self, obs_shapes):\n", - " super().__init__(obs_shapes=obs_shapes)\n", - " \n", - " self.n_features = 10\n", - "\n", - " self.conv1 = torch.nn.Conv2d(1, 10, 5)\n", - " self.conv2 = torch.nn.Conv2d(10, 20, 5)\n", - " self.conv3 = torch.nn.Conv2d(20, 40, 5)\n", - " self.pool = torch.nn.MaxPool2d(2)\n", - " self.l = torch.nn.Linear(160, 10)\n", - " \n", - " def forward(self, obs):\n", - " x = obs['mu'].unsqueeze(1)\n", - " nbatch = len(x)\n", - " #x = torch.log(0.1+x)\n", - " \n", - " x = self.conv1(x)\n", - " x = self.pool(x)\n", - " x = self.conv2(x)\n", - " x = self.pool(x)\n", - " x = self.conv3(x)\n", - " x = self.pool(x)\n", - " x = x.view(nbatch, -1)\n", - " x = self.l(x)\n", - "\n", - " return x" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Creating new empty MemoryCache.\n", - "Creating Cache.\n", - " params = ['ox', 'oy', 'a', 'p1', 'p2']\n", - " obs_shapes = {'mu': (50, 50)}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating new cache.\n" - ] - } - ], - "source": [ - "s = swyft.NestedRatios(model, prior, noise = noise, obs = obs0, device = DEVICE, Ninit = 10000, Nmax=20000)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NRE round: R = 1\n", - "Number of training samples is N_R = 10000\n", - "Additional simulations are required after growing the cache.\n", - "Simulate: 0%| | 34/9905 [00:00<00:29, 338.94it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " adding 9905 new samples to simulator cache.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Simulate: 100%|██████████| 9905/9905 [00:29<00:00, 337.87it/s]\n", - "Starting neural network training.\n", - "Initializing swyft.Module with tag `Head_FermiV1`\n", - " args = `()`\n", - " kwargs = `{'obs_shapes': {'mu': torch.Size([50, 50])}}`\n", - "Initializing swyft.Module with tag `DefaultTail`\n", - " args = `(10, [('ox',), ('oy',), ('a',), ('p1',), ('p2',)])`\n", - " kwargs = `{'n_tail_features': 2, 'p': 0.0, 'hidden_layers': [256, 256, 256], 'online_norm': True, 'param_transform': None, 'tail_features': False}`\n", - "Entering trainloop\n", - "lr: 0.001\n", - "/home/weniger/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in log\n", - " \n", - "validation loss = nan\n" - ] - }, - { - "ename": "UnboundLocalError", - "evalue": "local variable 'best_state_dict_head' referenced before assignment", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_rounds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlr_schedule\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m1e-3\u001b[0m\u001b[0;34m,\u001b[0m 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289\u001b[0m \u001b[0mconstr_prior_R\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmarginals_R\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen_constr_prior\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_obs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/swyft/swyft/interface.py\u001b[0m in \u001b[0;36m_train\u001b[0;34m(self, prior, param_list, N, train_args, head, tail, head_args, tail_args)\u001b[0m\n\u001b[1;32m 493\u001b[0m \u001b[0mhead_args\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhead_args\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 494\u001b[0m )\n\u001b[0;32m--> 495\u001b[0;31m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoints\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mmax_epochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_epochs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 217\u001b[0m \u001b[0mdevice\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 218\u001b[0;31m \u001b[0mcombinations\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcombinations\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 219\u001b[0m )\n\u001b[1;32m 220\u001b[0m \u001b[0mvl_minimum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/swyft/swyft/train.py\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(head, tail, train_loader, validation_loader, early_stopping_patience, max_epochs, lr, combinations, device, non_blocking)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0mfruitless_epoch\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 166\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtrain_losses\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_losses\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbest_state_dict_head\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbest_state_dict_tail\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 167\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mUnboundLocalError\u001b[0m: local variable 'best_state_dict_head' referenced before assignment" - ] - } - ], - "source": [ - "s.run(max_rounds=1, train_args = dict(lr_schedule = [1e-3, 1e-4]), head = Head_FermiV1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "samples = s.marginals(obs0, 1000)" + "par0 = dict(ox=5., oy=5., a=1.5, p1=0.4, p2=1.1)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -294,82 +76,52 @@ } ], "source": [ - "swyft.plot.plot1d(samples, list(prior.params()), figsize = (20, 4), ncol = 5, grid_interpolate = True, truth = par0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "s2 = swyft.NestedRatios(model, prior, noise = noise, obs = obs0, device = DEVICE, Ninit = 50000, Nmax=20000)\n", - "s2.run(max_rounds=1, train_args = dict(lr_schedule = [1e-3, 1e-4]))" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [], - "source": [ - "samples2 = s2.marginals(obs1, 1000)" + "state_dict = torch.load(\"out.pt\")\n", + "s = swyft.NestedRatios.from_state_dict(state_dict, None, device = DEVICE)\n", + "samples = s.marginals(s.obs, 100)\n", + "params = list(s.prior.params())\n", + "swyft.plot.plot1d(samples, params, figsize = (20, 4), ncol = 5, grid_interpolate = True, truth = par0)" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "{('ox',): {'norm': 10.271007615512994, 'entropy': 2.2926062329253876},\n", + " ('oy',): {'norm': 9.811011178143648, 'entropy': 2.2751084537587505},\n", + " ('a',): {'norm': 0.7933673675991626, 'entropy': -1.7996188999033798},\n", + " ('p1',): {'norm': 0.40148538525424754, 'entropy': -1.2738807037592255},\n", + " ('p2',): {'norm': 0.9435488632217569, 'entropy': -0.0472138968899256}}" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "swyft.plot.plot1d(samples2, params, figsize = (20, 25), ncol = 5, grid_interpolate=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": {}, - "outputs": [], - "source": [ - "a = 0.25\n", - "par2 = {k: a for k in params}\n", - "obs2= model(par2) # Asimov data" + "swyft.utils.sample_diagnostics(samples)" ] }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 8, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['params', 'weights'])\n" + ] } ], "source": [ - "samples3 = s2.marginals(obs2, 3000)\n", - "swyft.plot.plot1d(samples3, params, figsize = (20, 25), ncol = 5, grid_interpolate=True, truth = par2)" + "print(samples.keys())" ] }, { @@ -377,13 +129,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "from scipy.stats import norm\n", - "p = lambda x: 0.5*norm.pdf(x, a, 0.05) + 0.5*norm.pdf(x, 1-a, 0.05)\n", - "true_posteriors = {(k,): p for k in params}\n", - "diag = swyft.utils.sample_diagnostics(samples3, true_posteriors = true_posteriors, true_params = par2)\n", - "plt.hist([v['KL'] for v in diag.values()], range = [0, 2.], bins = 40);" - ] + "source": [] } ], "metadata": {